Author

Sabri Mustafa Kahya

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Preprint Aug 2026

Training-Free Out-of-Distribution Detection for Pathology Whole-Slide Images

Safe deployment of AI methods in medicine requires robust guardrails that detect when input data deviate from the training distribution to ensure that models provide predictions only within their scope of expertise and abstain otherwise. Out-of-distribution (OOD) detection can provide such safeguards and is extensively...

Sabri Mustafa Kahya, Richard R. Chen, Muhammet Sami Yavuz et al. · 0 citations

#artificial intelligence Preprint Sep 2026

MIST: Multimodal Survival Prediction with Genomic-Guided Histology Attention

Multimodal survival models can combine complementary prognostic information from whole-slide images and genomic profiles, but effective fusion remains challenging amid external cohort shift and computational complexity. To address these challenges, we propose MIST, multimodal survival prediction with genomic-guided his...

Muhammet Sami Yavuz, Sabri Mustafa Kahya, Richard R. Chen et al. · 0 citations